{"id":"W6913072561","doi":"10.5683/sp3/k26lxj","title":"SS2 Biosignals and Sleep stages","year":2021,"lang":"en","type":"dataset","venue":"Borealis","topic":"","field":"","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Polysomnography; Sleep (system call); Sleep Stages; Electroencephalography; Cohort; Electrodiagnosis","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003544114,0.0004612871,0.0006113679,0.0002777979,0.00009651589,0.0002441578,0.0004169453,0.0004201361,0.0006277437],"category_scores_gemma":[0.0003120446,0.0004414631,0.0001086698,0.0002761199,0.000165222,0.0001036607,0.0003427082,0.0003753304,0.0003367244],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007670746,"about_ca_system_score_gemma":0.0001286564,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.05558895,"about_ca_topic_score_gemma":0.0302786,"domain_scores_codex":[0.9977993,0.0002133826,0.0003450259,0.0006793264,0.0005285068,0.0004344604],"domain_scores_gemma":[0.9979352,0.0001410858,0.0002589047,0.001292672,0.0001425001,0.0002296597],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001350385,0.00006115626,0.00001389865,0.0001609938,0.0002148668,0.0003992503,0.00001470602,5.953614e-7,0.0001120045,0.0000140344,0.9986027,0.0003923057],"study_design_scores_gemma":[0.0002649473,0.0000350027,0.0004262803,0.0001378797,0.0003288529,0.00004275535,0.00002834996,0.000001525231,0.0002942533,0.00004203637,0.9979104,0.0004877101],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"dataset","genre_scores_codex":[0.000008362046,0.005412297,9.670291e-7,0.0001140469,0.00009761009,0.0002276308,0.9937212,0.000101244,0.0003166257],"genre_scores_gemma":[0.000002182457,0.001535199,0.00008559898,0.0003312258,0.0003459975,0.0000464557,0.9974587,0.0001113951,0.00008325611],"genre_candidate":"dataset","genre_consensus":"dataset","teacher_disagreement_score":0.02531035,"threshold_uncertainty_score":0.9998037,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02239989996671899,"score_gpt":0.2819379164070833,"score_spread":0.2595380164403643,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}